{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With NormLIME"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddlePaddle Models](https://github.com/PaddlePaddle/models/tree/release/1.7) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using NormLIME algorithm, specifically the `NormLIMECVInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import paddle.fluid as fluid\n",
    "from PIL import Image\n",
    "import glob\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](http://paddle-imagenet-models-name.bj.bcebos.com/ResNet50_pretrained.tar). \n",
    "More pretrained models can be found [here](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleCV/image_classification)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and extracts the model to assets/\n",
    "!wget http://paddle-imagenet-models-name.bj.bcebos.com/ResNet50_pretrained.tar -P assets/\n",
    "!tar -C assets/ -xf assets/ResNet50_pretrained.tar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define the `paddle_model` function that takes in images and return prediction probabilities. `ResNet50` is borrowed from PaddlePaddle image  classification [models](https://github.com/PaddlePaddle/models/tree/release/1.7/PaddleCV/image_classification/models)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def paddle_model(data):\n",
    "    class_num = 1000\n",
    "    model = ResNet50()\n",
    "    logits = model.net(input=data, class_dim=class_num)\n",
    "    probs = fluid.layers.softmax(logits, axis=-1)\n",
    "    return probs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `NormLIMECVInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained\"\n",
    "\n",
    "normlime = it.NormLIMECVInterpreter(paddle_model, MODEL_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original images. \n",
    "\n",
    "Note: Here we only take 3 images for demonstration. More images should be used for better performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FAC92772510>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FAC926E2D90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FAC926E2F90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_dir = \"assets\"\n",
    "image_paths = sorted(glob.glob(dataset_dir + \"/*.png\"))\n",
    "\n",
    "for image_path in image_paths:\n",
    "    display(Image.fromarray(read_image(image_path)[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let NormLIME method help us `interpret` the image with respect to the predicted label. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/anaconda3/envs/paddle/lib/python3.7/site-packages/sklearn/base.py:334: UserWarning: Trying to unpickle estimator KMeans from version 0.22.1 when using version 0.23.2. This might lead to breaking code or invalid results. Use at your own risk.\n",
      "  UserWarning)\n",
      "100%|██████████| 3/3 [00:00<00:00, 9554.22it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Warning: !!! \n",
      "There are at least 555 classes, but the NormLIME has results of only 3 classes. \n",
      "It may have cause unstable results in the later computation but can be improved by computing more test samples.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "normlime_weights = normlime.interpret(image_paths, num_samples=2000, batch_size=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
